Statistical Methods in Epidemiology Assignment
Added on - 19 Feb 2020
Running Head: STATISTICAL METHODS IN EPIDEMIOLOGYStatistical Methods in EpidemiologyName of the StudentName of the UniversityAuthor Note
1STATISTICAL METHODS IN EPIDEMIOLOGYAnswer 1(i)A histogram usually represents the distribution of numerical data of a continuousvariable graphically. Each bar of the histogram usually represents the frequency of thecategory. On the other hand, a kernel density plot is a non-parametric method of plottingthe probability density function of a random variable. Thus, a histogram is a moreappropriate graphical method to describe the frequency distribution of a continuousvariable.(ii)Here, the target is to compare the average weight gain of the two samples, that isthe average one-month weight gain of the infants taking two types of diets A and B. Theequality of means of two groups can be tested using the technique of independent samplet-test. Letμ1and μ2be the sample means of population 1 and population 2 respectively,́X1and́X2be the population means of population 1 and population 2 respectively. LetS12andS22be the sample variances andn1andn2be the sample sizes of population 1 andpopulation 2 respectively.The null hypothesis (H0) and alternate hypothesis (HA) for thistest is usually given asH0:μ1= μ2against HA: μ1≠ μ2The test statistic for the test is given byt=(́X1−́X2)−(μ1−μ2)√S2n1+S2n2
2STATISTICAL METHODS IN EPIDEMIOLOGYWhere, S2= pooled variance =(n1−1)S12+(n2−1)S22n1+n2−1. In this case bothn1andn2are equalto 36. The null hypothesis will be accepted if the observed value of t is less than thetabulated value of t and rejected otherwise.The 95% confidence interval for the difference can be given by((μ1−μ2)±t0.05,35√S2n1+S2n2).(iii)To compare the spread or variation for two variables with different measurementscales, the appropriate statistical measure that has to be used is the F-test.